The email notification chimed, and a wave of pure, unfiltered ire washed over David. The subject line: "Friend Request." From Kyle Peterson. He nearly choked. He felt his hands begin to shake.

He couldn't breathe. The air in the room felt thick, heavy. He clicked on the email, his cursor hovering over the "Decline" button. The picture – a posed, confident smirk – was like a slap in the face.

His jaw tightened. The memories flooded back. The playground, the lockers, the endless teasing. He felt a surge of resentment, so potent it stole the air from his lungs. He wanted to scream, to lash out, to make him feel a fraction of the pain he’d inflicted.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260